{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5922b2dc-e932-436c-8eed-5ac2a73d4d35",
   "metadata": {},
   "source": [
    "## 线性回归 linear regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a6ac17fe-38da-4db4-aa48-b207a10d40d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "from sklearn import datasets\n",
    "from sklearn.datasets import fetch_california_housing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "05104fa3-fe41-4345-897e-e0ab97ba633a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n",
    "raw_df = pd.read_csv(data_url, sep=\"\\\\s+\", skiprows=22, header=None)\n",
    "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n",
    "target = raw_df.values[1::2, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3bad9263-aa67-46cb-8d97-92d8c86f3bd2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(455, 13)\n",
      "(51, 13)\n"
     ]
    }
   ],
   "source": [
    "# 数据集划分\n",
    "X_train, X_test, y_train, y_test = train_test_split(data, target, test_size=0.1, random_state=91)\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "58bfb4ce-2ca3-439d-8ecf-9b31e45b3f4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6.41700e-02, 0.00000e+00, 5.96000e+00, ..., 1.92000e+01,\n",
       "        3.96900e+02, 9.68000e+00],\n",
       "       [1.44550e-01, 1.25000e+01, 7.87000e+00, ..., 1.52000e+01,\n",
       "        3.96900e+02, 1.91500e+01],\n",
       "       [8.25260e-01, 2.00000e+01, 3.97000e+00, ..., 1.30000e+01,\n",
       "        3.93420e+02, 1.12500e+01],\n",
       "       ...,\n",
       "       [3.67822e+00, 0.00000e+00, 1.81000e+01, ..., 2.02000e+01,\n",
       "        3.80790e+02, 1.01900e+01],\n",
       "       [8.44700e-02, 0.00000e+00, 4.05000e+00, ..., 1.66000e+01,\n",
       "        3.93230e+02, 9.64000e+00],\n",
       "       [6.64200e-02, 0.00000e+00, 4.05000e+00, ..., 1.66000e+01,\n",
       "        3.91270e+02, 6.92000e+00]], shape=(455, 13))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7ed62788-10bc-4688-bdf0-51390351a8d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.30765695e-01  5.24208286e-02  3.37932648e-02  1.87765392e+00\n",
      " -1.95164049e+01  3.56605769e+00  3.89425300e-03 -1.56576809e+00\n",
      "  3.42133559e-01 -1.40562860e-02 -9.85963260e-01  9.76653966e-03\n",
      " -5.19814806e-01]\n",
      "39.692907206707886\n"
     ]
    }
   ],
   "source": [
    "# 模型训练\n",
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "print(lr.coef_)\n",
    "print(lr.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3c0763e2-8bf6-45cf-8d9a-28a589d9f41e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([27.59883614, 14.40109082, 22.53716648, 23.45359945, 16.33288919,\n",
       "        40.70524372, 23.24422355, 14.6952469 , 15.29075768, 17.76298518,\n",
       "        24.01030276, 21.21304366, 33.19857467, 39.5539706 , 14.7768323 ,\n",
       "        25.4788785 , 27.55042128, 14.4131926 , -4.7216385 , 32.76900941]),\n",
       " array([36.2, 13.1, 20. , 23. , 13.3, 50. , 23.8, 11.7, 18.9, 17.8, 20.1,\n",
       "        22.7, 31.7, 50. , 15.4, 24. , 24.5, 17.2,  7. , 33.1]))"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 模型评估\n",
    "y_pred = lr.predict(X_test)\n",
    "y_pred[0:20],y_test[0:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "391e3044-9897-4218-adc5-48b8bd593f14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 30.887149863849594\n",
      "RMSE: 5.557620881622783\n"
     ]
    }
   ],
   "source": [
    "# ground truth\n",
    "from sklearn import metrics\n",
    "MSE = metrics.mean_squared_error(y_test, y_pred)\n",
    "RMSE = np.sqrt(metrics.mean_squared_error(y_test, y_pred))\n",
    "print('MSE:', MSE)\n",
    "print('RMSE:', RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2d0b34fb-5b6a-48be-9aef-156588d387f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = ['sans-serif']\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "43b4c3d6-991e-4d4a-a735-4bb7f6cf0ca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label='测试数据')\n",
    "plt.plot(range(len(y_test)), y_pred, 'b', label='预测数据')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "da41953c-9f9f-4f29-bee8-26d75e2066b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # 绘制散点图\n",
    "plt.scatter(y_test, y_pred)\n",
    "plt.plot([y_test.min(),y_test.max()], [y_test.min(),y_test.max()], 'k--')\n",
    "plt.xlabel('真实值')\n",
    "plt.ylabel('预测值')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ad9d4c-a8a7-4b6f-8a1f-e501e8ca2bd5",
   "metadata": {},
   "source": [
    "## 建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e3c6632a-034c-4b38-8e2b-c4d6d4b3be18",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "from sklearn import datasets\n",
    "from sklearn.datasets import fetch_california_housing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a805b3d6-2a60-4e27-9cdf-d11441696089",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "      <th>Income</th>\n",
       "      <th>Fasting insulin</th>\n",
       "      <th>Glycosylated serum protein</th>\n",
       "      <th>FBS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.67</td>\n",
       "      <td>11.59</td>\n",
       "      <td>16.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.39</td>\n",
       "      <td>8.59</td>\n",
       "      <td>13.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.57</td>\n",
       "      <td>7.71</td>\n",
       "      <td>12.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.55</td>\n",
       "      <td>14.26</td>\n",
       "      <td>17.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.65</td>\n",
       "      <td>8.84</td>\n",
       "      <td>16.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6.93</td>\n",
       "      <td>11.93</td>\n",
       "      <td>15.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>16.33</td>\n",
       "      <td>8.80</td>\n",
       "      <td>11.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.80</td>\n",
       "      <td>7.22</td>\n",
       "      <td>12.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.09</td>\n",
       "      <td>9.40</td>\n",
       "      <td>15.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.36</td>\n",
       "      <td>8.19</td>\n",
       "      <td>13.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8.33</td>\n",
       "      <td>10.11</td>\n",
       "      <td>13.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.92</td>\n",
       "      <td>6.92</td>\n",
       "      <td>11.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8.33</td>\n",
       "      <td>10.11</td>\n",
       "      <td>13.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.92</td>\n",
       "      <td>6.92</td>\n",
       "      <td>11.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10.48</td>\n",
       "      <td>10.95</td>\n",
       "      <td>13.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.32</td>\n",
       "      <td>11.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.20</td>\n",
       "      <td>11.29</td>\n",
       "      <td>14.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>13.63</td>\n",
       "      <td>8.06</td>\n",
       "      <td>12.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.71</td>\n",
       "      <td>9.23</td>\n",
       "      <td>13.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.96</td>\n",
       "      <td>10.47</td>\n",
       "      <td>14.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.55</td>\n",
       "      <td>8.19</td>\n",
       "      <td>14.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.02</td>\n",
       "      <td>12.01</td>\n",
       "      <td>14.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.82</td>\n",
       "      <td>12.67</td>\n",
       "      <td>18.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.98</td>\n",
       "      <td>10.45</td>\n",
       "      <td>17.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.13</td>\n",
       "      <td>10.40</td>\n",
       "      <td>14.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.10</td>\n",
       "      <td>9.10</td>\n",
       "      <td>14.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.62</td>\n",
       "      <td>7.09</td>\n",
       "      <td>12.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10.48</td>\n",
       "      <td>10.95</td>\n",
       "      <td>13.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.32</td>\n",
       "      <td>11.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.20</td>\n",
       "      <td>11.29</td>\n",
       "      <td>14.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>13.63</td>\n",
       "      <td>8.06</td>\n",
       "      <td>12.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.71</td>\n",
       "      <td>9.23</td>\n",
       "      <td>13.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.96</td>\n",
       "      <td>10.47</td>\n",
       "      <td>14.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.55</td>\n",
       "      <td>8.19</td>\n",
       "      <td>14.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.02</td>\n",
       "      <td>12.01</td>\n",
       "      <td>14.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.82</td>\n",
       "      <td>12.67</td>\n",
       "      <td>19.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.98</td>\n",
       "      <td>10.45</td>\n",
       "      <td>19.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.13</td>\n",
       "      <td>10.40</td>\n",
       "      <td>14.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.10</td>\n",
       "      <td>9.10</td>\n",
       "      <td>14.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.62</td>\n",
       "      <td>7.09</td>\n",
       "      <td>12.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7.67</td>\n",
       "      <td>11.59</td>\n",
       "      <td>16.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.39</td>\n",
       "      <td>8.59</td>\n",
       "      <td>13.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.57</td>\n",
       "      <td>7.71</td>\n",
       "      <td>12.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.55</td>\n",
       "      <td>14.26</td>\n",
       "      <td>17.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.65</td>\n",
       "      <td>8.84</td>\n",
       "      <td>16.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6.93</td>\n",
       "      <td>11.93</td>\n",
       "      <td>15.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>16.33</td>\n",
       "      <td>8.80</td>\n",
       "      <td>11.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.80</td>\n",
       "      <td>7.22</td>\n",
       "      <td>12.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.09</td>\n",
       "      <td>9.40</td>\n",
       "      <td>15.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.36</td>\n",
       "      <td>8.19</td>\n",
       "      <td>13.42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Gender  Income  Fasting insulin  Glycosylated serum protein    FBS\n",
       "0        1       3             7.67                       11.59  16.03\n",
       "1        0       1             6.39                        8.59  13.41\n",
       "2        0       2             4.57                        7.71  12.64\n",
       "3        1       1             1.55                       14.26  17.02\n",
       "4        0       3            12.65                        8.84  16.97\n",
       "5        1       2             6.93                       11.93  15.50\n",
       "6        0       2            16.33                        8.80  11.09\n",
       "7        0       1             6.80                        7.22  12.07\n",
       "8        0       2             4.09                        9.40  15.35\n",
       "9        0       2             7.36                        8.19  13.42\n",
       "10       1       2             8.33                       10.11  13.74\n",
       "11       0       1             1.92                        6.92  11.56\n",
       "12       1       2             8.33                       10.11  13.74\n",
       "13       1       1             1.92                        6.92  11.56\n",
       "14       1       2            10.48                       10.95  13.05\n",
       "15       0       2             8.68                        8.32  11.94\n",
       "16       1       2             5.20                       11.29  14.67\n",
       "17       1       2            13.63                        8.06  12.20\n",
       "18       0       1             2.71                        9.23  13.17\n",
       "19       1       2             5.96                       10.47  14.22\n",
       "20       1       2             3.55                        8.19  14.53\n",
       "21       1       1             5.02                       12.01  14.62\n",
       "22       1       3             3.82                       12.67  18.23\n",
       "23       1       3             3.98                       10.45  17.36\n",
       "24       0       2             7.13                       10.40  14.63\n",
       "25       1       2             5.10                        9.10  14.31\n",
       "26       0       2             7.62                        7.09  12.30\n",
       "27       1       2            10.48                       10.95  13.05\n",
       "28       0       2             8.68                        8.32  11.94\n",
       "29       1       2             5.20                       11.29  14.67\n",
       "30       1       2            13.63                        8.06  12.20\n",
       "31       0       1             2.71                        9.23  13.17\n",
       "32       1       2             5.96                       10.47  14.22\n",
       "33       1       2             3.55                        8.19  14.53\n",
       "34       1       1             5.02                       12.01  14.62\n",
       "35       1       3             3.82                       12.67  19.44\n",
       "36       1       3             3.98                       10.45  19.72\n",
       "37       0       2             7.13                       10.40  14.63\n",
       "38       1       2             5.10                        9.10  14.31\n",
       "39       0       2             7.62                        7.09  12.30\n",
       "40       0       3             7.67                       11.59  16.03\n",
       "41       0       1             6.39                        8.59  13.41\n",
       "42       0       2             4.57                        7.71  12.64\n",
       "43       1       1             1.55                       14.26  17.02\n",
       "44       0       3            12.65                        8.84  16.97\n",
       "45       1       2             6.93                       11.93  15.50\n",
       "46       0       2            16.33                        8.80  11.09\n",
       "47       0       1             6.80                        7.22  12.07\n",
       "48       0       2             4.09                        9.40  15.35\n",
       "49       0       2             7.36                        8.19  13.42"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df = pd.read_csv('many.csv')\n",
    "data = df[['Gender','Income','Fasting insulin','Glycosylated serum protein']]\n",
    "target = df[['FBS']]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c706bddd-140d-4f29-9cd8-a6a4a049f25a",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data,target, test_size=0.4, random_state=100)\n",
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "\n",
    "y_pred = lr.predict(X_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "66758d36-6139-44b1-90b7-b212765826c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 1.1767583876884462\n",
      "RMSE: 1.0847849499732407\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "MSE = metrics.mean_squared_error(y_test, y_pred)\n",
    "RMSE = np.sqrt(metrics.mean_squared_error(y_test, y_pred))\n",
    "print('MSE:', MSE)\n",
    "print('RMSE:', RMSE)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = ['sans-serif']\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 绘制图\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label='测试数据')\n",
    "plt.plot(range(len(y_test)), y_pred, 'b', label='预测数据')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0802831c-981f-4687-a544-8d3801c3386a",
   "metadata": {},
   "source": [
    "## 作业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1733640b-6ed2-4ce6-b1b2-95f9a691ac0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "from sklearn import datasets\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "df = pd.read_excel('Folds5x2_pp.xlsx')\n",
    "data = df[['AT','V','AP','RH']]\n",
    "target = df[['PE']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ea7fc4c1-42b4-4066-948e-d3fd11f6da39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 21.72767547714098\n",
      "RMSE: 4.661295471984261\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data,target, test_size=0.4, random_state=100)\n",
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "\n",
    "y_pred = lr.predict(X_test)\n",
    "\n",
    "from sklearn import metrics\n",
    "MSE = metrics.mean_squared_error(y_test, y_pred)\n",
    "RMSE = np.sqrt(metrics.mean_squared_error(y_test, y_pred))\n",
    "print('MSE:', MSE)\n",
    "print('RMSE:', RMSE)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = ['sans-serif']\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 绘制图\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label='ceshi')\n",
    "plt.plot(range(len(y_test)), y_pred, 'b', label='yuce')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c7249df-90f1-44ce-8a3c-9e835c26e9cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
